Constraint Solving Reasoning Reviewer

AuraOne, Inc.; United States; Remote; USD 34,000 - 83,000; Full time

Job summary

AuraOne, Inc. is seeking a Constraint Solving Reasoning Reviewer to remotely evaluate prompts and model responses against a quality rubric. You will compare paired outputs, label edge cases, and document structured feedback for retraining the modeling team.

The role is a remote independent contractor for the US, with compensation discussed after interviews. Strong attention to detail and clear written reasoning are essential for success.

Qualifications

• Experience evaluating constraint solving reasoning evaluation or related content.
• Ability to apply multi-page rubrics consistently across long batches.
• Clear written reasoning that names issues and rubric clauses.
• Attention to detail and ability to flag prompt problems.

Responsibilities

• Evaluate constraint solving reasoning outputs against a versioned rubric and assign severity tags.
• Compare paired responses and select the stronger answer with a rationale.
• Label hallucinations, instruction-following failures, and unsafe content with tags.
• Capture ambiguous prompts and route to the program team for rubric updates.
• Calibrate reviewer quality against gold-standard examples weekly.
• Document recurring failure modes for model retraining.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Constraint Solving Reasoning eval

Formal reasoning

Proof review

Quantitative analysis

Constraint solving

Solving

Job description

Constraint Solving Reasoning Reviewer is a remote evaluation track for reviewing constraint solving reasoning evaluation prompts and responses against AuraOne's quality rubric. Reviewers compare paired outputs, label edge cases, and write the kind of structured feedback the modeling team can use to retrain.

Why this role matters

AI data reviewers help turn constraint solving reasoning evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate constraint solving reasoning evaluation model outputs against a versioned rubric and assign severity tags for Constraint Solving Reasoning Reviewer assignments.
• Compare paired responses and pick the stronger answer with a written rationale.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route them back to the program team for rubric updates.
• Maintain reviewer-quality scores by calibrating against gold-standard examples each week.
• Document recurring failure modes so the modeling team can target them in the next training run.

Qualifications

• Prior evaluation, annotation, or human-rater experience on constraint solving reasoning evaluation or adjacent content for Constraint Solving Reasoning Reviewer work.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and the rubric clause being applied.
• Strong attention to detail and the ability to flag when a prompt itself is the problem.
• Reliable async availability for at least 10 hours per week.

Example tasks

• Compare two constraint solving reasoning evaluation model responses to the same prompt and pick the stronger one with rationale.
• Tag an unsafe response with the correct policy category and severity.
• Audit a 50-row batch for rubric consistency and report drift to the program lead.
• Propose a rubric clarification after spotting a recurring failure mode.

Nice to have

• Background in linguistics, content moderation, or trust & safety review.
• Experience with inter-rater agreement metrics and calibration cycles.
• Domain expertise that lets you spot subject-matter errors automated checks miss.

Skills

• Model output evaluation
• Rubric-based annotation
• Severity tagging
• Inter-rater calibration
• Constraint Solving Reasoning evaluation
• Formal reasoning
• Proof review
• Quantitative analysis
• Constraint
• Solving

Work model

Remote - US-eligible. Remote Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.

Compensation

Hourly rate confirmed after the interview process.

Prior evaluation, annotation, or human-rater experience on constraint solving reasoning evaluation or adjacent content for Constraint Solving Reasoning Reviewer work. Comfort applying multi-page rubrics consistently across long batches. Clear written reasoning that names the issue and the rubric clause being applied. Strong attention to detail and the ability to flag when a prompt itself is the problem. Reliable async availability for at least 10 hours per week.